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SIGIR
2005
ACM
15 years 6 months ago
Text classification with kernels on the multinomial manifold
Support Vector Machines (SVMs) have been very successful in text classification. However, the intrinsic geometric structure of text data has been ignored by standard kernels commo...
Dell Zhang, Xi Chen, Wee Sun Lee
COCOON
2005
Springer
15 years 6 months ago
Algorithmic and Complexity Issues of Three Clustering Methods in Microarray Data Analysis
The complexity, approximation and algorithmic issues of several clustering problems are studied. These non-traditional clustering problems arise from recent studies in microarray ...
Jinsong Tan, Kok Seng Chua, Louxin Zhang
FSTTCS
2005
Springer
15 years 6 months ago
Market Equilibrium for CES Exchange Economies: Existence, Multiplicity, and Computation
Abstract. We consider exchange economies where the traders’ preferences are expressed in terms of the extensively used constant elasticity of substitution (CES) utility functions...
Bruno Codenotti, Benton McCune, Sriram Penumatcha,...
HYBRID
2005
Springer
15 years 6 months ago
Primal-Dual Tests for Safety and Reachability
Abstract. A methodology for safety verification using barrier certificates has been proposed recently. Conditions that must be satisfied by a barrier certificate can be formula...
Stephen Prajna, Anders Rantzer
IDEAL
2005
Springer
15 years 6 months ago
Neural Networks: A Replacement for Gaussian Processes?
Abstract. Gaussian processes have been favourably compared to backpropagation neural networks as a tool for regression. We show that a recurrent neural network can implement exact ...
Matthew Lilley, Marcus R. Frean